{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello I am William\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.00021004676818847656"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from time import time\n",
    "start_time=time()\n",
    "Some_Algorithm\n",
    "end_time=time()\n",
    "elapsed_time=end_time-start_time\n",
    "elapsed_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bthusEIvZxfQw8K/AI2MbRORtwF3AJUqppIhUjG5fD/wWsAFYATwrIhcppeZV8PnWVbfitrl5eN/DWA0rld7KOQ0oK6XojfSSMTN8bNvHdHDQtPPc/p79/O/x/6WxqHFOOd5EhG0rtrGrYxeD8cFpgwSAz+EjmAhyqP8QW6q2ALknjCpvFVXeKgZjg7QOt7K9djsOq4NQMkTaTGO32Kn0VrKubB0NRQ3U+mvPGDSfr8WsSb1DRBpP2/xx4ItKqeToPn2j2+8CHh3d3ioizcAVwCvzbce19deypmQND+17iMMDhwk4A3mXJFVKMZwYJpgIcnHZxXzo0g/pbiVNO8+FkiG+ue+bVHgq5vUp3GaxcVXdVezv2c+pkVN47V7sFvuU+/odflqHW6nx1VDuKQdy95/uSDcAf3bDn3Fl7ZVzbstcLfUg9UXAdSLyBSABfEop9RpQA+yasF/H6LYFUemt5I+v+WP2de/jqeanaBluQRC8di9eu3fSYFAykySSiuRWOKJYWbyS91/yfi6tvnRBHtk0TVveHjv4GPF0fE6zfk5nNaxsrd7KCt8K9vfsJ5aO4bQ6cVgckz6kGmLgsrnY072HGxpuYDgxTDKT5JLKS/jAlg8sSFvm1P6zcL1i4ErgcuBxEVkJU+bHnXJ0R0TuBe4FqK+ffUbBGIthYVvNNrau2Ep7qJ3D/Yc5MnCE40PH6Ym8lRzPY/ewpmQN68rWcXH5xdT5687bdQ6apk3WG+llZ/vOvGYr5UtEWOFbQYWngu5wN8eHjjOSHEEQTEwMjPFa1dFUlEP9h3jXunfxtqa30RRoOqv3n6UOEB3Aj1RuWP5VETGBstHtE5cj1wJdU51AKfUg8CDkkvUV2gARob6onvqiem5bfRtKKTJmhqzKYpFczVcdEDTtwrSzfScWsSxKbRmrYaWuqI5af21ucDkVIZwMk1VZBBnvySh2FvOhSz+0LO5DSx0gfgzcBLwgIhcBdmAA+G/gv0Tky+QGqdcAry5Fg0RySa9mKvajadr5L5lJ8vMTP6fCM3W50IUiIjitTpxW55RdR23BNpqHmllTunRZqaezaOsgROR75AaZ14pIh4h8GHgIWCkiB4FHgQ+onEPA48CbwM+A++Y7g0nTNK0QbcE2ktnklAvUlpJFLLzeuzwqPS7mLKb3TvPW70yz/xeALyxWezRN02bSHmpfFskp/Q4/RwaOnO1mAOfpSmpN07RCHR04Oq9VxwvFa/fSFmybc8W4haQDhKZpGrkupkKznS4Gi2HBVCZD8aGz3RQdIDRN0wBi6dgZyfXOpoXOIzcXy+e3oWmatkCyZpbOcOf4uoNTI6dIZVMIgs/hY03JGhoCDdT4aih1lwJgYp7lVk9mqrPfHh0gNE07b4STYV7tfJWnjj/FcGJ4vNqbx+YZX9swGB/kUN+h8fLEGyo2cNuq27CIZfymPLY+SqEwxMAiliVfl7AcnmbOfgs0TdPmKWNmeK7lOX7w5g/ImBlK3aUzroYuceVKEiulaB1u5cuvfJk3+9/E7/BjiMFQfIi0mUbIZUm1W+wUO4sp95SzwrdiUQezlVJkVXZOdaoXmg4Qmqad07rD3Xxj7zc4PnScGl9NQesYRASrYaU73E1HuINwf5hybzlVnio89rfKf2bNLMOJYXqjvRzsO0i1t5q1ZWsJOAML/vMkMgnK3GWTrn+26AChado5q3momb97+e8wMArOW5QxMxwdOMqxoWPYDBuVnkoy2QyRZIQus4taf+14gk6LYcFtuHHb3Cil6I/1093WzdrStVxUetGCJvIMp8Jsrtq8YOebDx0gNE07J50YOsGXfvklvHYvRc6i2Q+YIJ6Os6tjFyPJEYocRRhi5AaxRbAbduKZOB2hjklBYoxILhO0qUyODh6lN9rLlbVXLlh541g6xvqy9QtyrvnS01w1TTvnDMeH+fIrX8Zj9xQcHBKZBDtP7SSSjhBwBsYHr+0WO26bm6zK4rA4iGfi9ER6pl1dbYhBwBkgnAyzs30nyUxy3j/XWB3rscJBZ5sOEJqmnVOUUnz79W+TzCYLHgMwlclrna8Ry8Tw2X1nvF/iKsllVxXBYclVbwunwjOe0+fwEU1F2d21e96pOnojvVxbfy0+x5ltOxt0gNA07Zzyauer7O7aTY2v8JpircOtDMQGpgwOAG6bG6thJWNmct1NFjs9kR4yZmbG8/rsPvqifZwcOVlwm8ZkzSypbIq3Nb5tzudYaDpAaJp2zsiaWR4/9DgVnoqC1yXE0jEO9R/C5/BNe6whBpWeStJmGqXUeNqLYCI447lFcgvw3uh9g3g6XlC7xnSEO7h55c00BBrmdPxi0AFC07RzglKK17peo2W4hWgqSk+kh75oH+FkOK9Vx6dGTqGUmnUBmtfupchRRDKbG1OwW+wMxYdmvYbVsGIqk45QR/4/1KiRxAjFzmLuXn93wccuJj2LSdO0ZSudTXOo/xAvnXyJY4PHeLXzVUaSI7QF2ybtJyIEnAFqfDXU+GvOmFGUNbOcGDqR19oCEaHCU0EsHSOdTWOz2DBNk2gqOuvYgNvm5vjQcVYWr8x76msik2AoPsRnrvvMssgmO5EOEJqmLTvxdJznWp/j6eanCafCeGwevHYvaTNNhafijJKgpjKJpWO80fcGB/sOUuuvZU3pmvHVyMFEkIyZwWPkt/jMalip89dxauQU6WwawzCIpmcPEDaLjVg6RigZothVPOt1EpkEXeEuPrb1Y6wrW5dX25aSDhCapi0rRwaO8OCeBxmKD1HpqRxPphdOhlFKTVkv2hBjvIynqUy6wl10hDpYX76eVSWrCCVDKAqbYeSwOqgrqqM91E7WzBJNRfM6TqHyChDhZJiB+AD3br2Xa+qvKahtS2UxS44+JCJ9o+VFT3/vUyKiRKRs9LWIyFdEpFlEXheRyxarXZqmLU8ZM8P3Dn6Pv37przGVSWOgEZfNNf7+bNNNxxhi4HP48Nq9HOw/yI6TO+iOdGMzCq8777Q6aShqwG11E01H80rBbTWsM9ZyMJVJ+0g7GZXhj676I66tv7bgdi2VxXyCeBj4V+CRiRtFpA64BTg1YfMdwJrRr+3Av4/+qWnaBSCdTfONvd/glY5XaChqmLL/PplJFpSS22JYCDgCRFIR+qJ9lLvL59Q2u8VOfVE9naFOIqkIFsOCx+aZdrDbIhbimTNnMpnKpC/aRzwT54aGG3jPhvcsiwJFM1nMmtQ7RKRxirf+Efhj4CcTtt0FPKJyq0x2iUhARKqVUt2L1T5N05YHU5n854H/ZFfHrhnzKWVVFqGwqa1jaTG6w910hjtZZV2FzVL4k8TYNNar6q6iP9ZP63ArGTODzWLDYXFMSgcuIuML5tLZNJFUJNc9huLymsu5ZeUtrC5ZveTpw+diSccgROSdQKdS6sBpv5waoH3C647RbWcECBG5F7gXoL5++nS+mqYtjYyZoS/aR1e4i8HYIMlsEgMDp81JpaeSFb4VlLhKpr0h7ji5gxfbXqSpeOZke1ONPeTLaXUSSobojnRT56+b281ZclNgKzwVrC1dS3e4m+5IN0PxISKZSC54Se5JR0Q4NXIKm8XGquJVbKrYxPba7eNpxs8VSxYgRMQNPADcOtXbU2ybckRJKfUg8CDAtm3b5reuXdO0OcmYGQ71HeKZlmc4OnB0UqGdsRt5VmXHv3danVxRcwU3Nt5IQ1HD+A26L9rHd1//LjX+mlkDgMOSfxrv07lsLqLpKNFUlGAimNcMo4mUyhUXGhvHsBpW6orqqCuqQylFKpsimo6OD5C/Y/U7uGvdXZS6S+cV2M62pXyCWAU0AWNPD7XAXhG5gtwTQ92EfWuBriVsm6ZpeUhlU/yi9Rc8eexJwqkwXruXam/1rHP+U9kUO0/t5IW2F2goauBd697FJZWX8PD+hzHEwG6xo5Sa8ZO9z+EruItpzNi6CIfVQV+0D6/dW1BXU8bM4LF5pjxGRHBYHeN1KGLpGFfWXUm5Z25jHsvJkgUIpdQbQMXYaxFpA7YppQZE5L+B+0XkUXKD0yN6/EHTlpe2YBtf3/N1OkOdVHrfmn6aD7vFTo2/BqUUg7FBHvjFAzisDo4OHMVqWMcDg9fupcxdRrm7nEpv5aSBYI8tt4ZhtkAylbGnj7EKccFEsKAbeDKbZIVvxaz7Zc0swIzV7M4lixYgROR7wI1AmYh0AH+hlPrmNLs/BbwDaAZiwP9drHZpmlYYpRRPHn+SH775Qzx2D43FjXM6T8bMcGL4BM2DzaSyKXojvaTNNE3FTXjtXpRSpM00HaEO2oJtWA0rq0tWs7pkNVbDisWwUO4uJ5gMFrzi2Gax4bP7iKaj2C12hhPDBXX/ZMwMFZ6KWffri/ZxZe2Vy6Jc6EJYzFlM753l/cYJ3yvgvsVqi6Zpc2Mqk/96/b94uuVp6v31c5oBBDAUH2JP1x6i6Sheuxen1UlvtBen1UlHqIMaXw0+hw+7xY7dYgdyN+UjA0c4NXKKrdVbKXWXsqpkFa90vDKnlBTFrmLCqTCCYCqTSCqS1408a2axiIUqb9WM+5nKJJlNclPTTQW3bbk6d0dPNE1bVEopHj/0OE+feJrGosY5B4fOUCc7Tu4gY2YIOANYDSuJTAJBsFls2AwbneHcGoOJrIaVgDNA1szy0qmXaB9pp9xTjsPqIJ1NF9wOl9WF1+4llU1hiJH3yuhIKsLK4pWzJvnrCnWxvWY7q4pXFdy25UoHCE3TprSrYxdPHXuKxkDjnGsud4e7ebXzVTw2z6RV0clscjz1hcWw5IJEqHPKlcouW+7GvrtrNz2RHtaXrSeSihRcnEdEqPRU5sYvVG4weTbpbBpDDJqKm2bcL5wM47A6eN8l7zsn1jfkSwcITdPOMBQf4j8P/CdVvqo5B4dYOsae7j147GfO/omlY1jkrfOOXWO6Ep9WwzoeJEpdpZR7ys944siHzWJjhXcFWbIks8nxQeWpKKWIpCJcUnnJjF1a0VSUofgQ911+33kz9jBGBwhN0yZRSvHIgUfImtk5p59WSnGg9wCmMsfHFCYa+2Q+kd1iJ5qKMpIcmfKcNosNQTjQe4AtlbmazfnkRjqd1+Gl1ldLxswQTU/fzRROhan0Vs44I2k4PsxgfJA/vPIPWV+xvuC2LHc6QGiaNknzUDP7uvflNa1zOsOJYXrDvdOW9pwqp9JYic++aN+0xXm8di990T4S2QTba7YTS8fmFCR8Dh9V3ioEIZgInnG9cDKXYnxr9dYpu4wyZoaTwZM4rA4euO4BNldtLrgN5wKd7lvTtEmea30Op9U5r7701uFWLIZl2nOMrUc4ncWwkM6kp51hJJIb2G4dbuXymsu5qvYqdnXsImtmJ41x5MNhdXBt/bV0hDpoGW4Bcgvq4uk4fqefq+uuHl/8Brmnolg6xkBsABHh9jW3c9fau84oTnQ+0QFC07RxwUSQVztfpcZXM+dzZMwMneHOGTOVWsRCWk09E8kiFobiQ/jsU9eOdtvcdIW7SGfTVHoruaHxBnZ37WY4MUyRoyj/1BYqNwC+qXITa0rXcGzgGEcGjlDsKqYh0EBftG98Ud7Y1Ngydxnv3fhettdup8hZlN91zmEzBggRqQV+C7gOWAHEgYPAk8D/KpVHIVhN084ZB3sPopSa88A0MD7DaKYbtdvmZig+NOXU0bFpsGkzPeX4xdh5I6kIxa5iAs4ANzbeyLHBYxwfPA6Axz59Om7IrW2wWWzYDTvBRJBgPEhtUS1/fsOfs7J4Jd2RboKJIFmVWwNR7CpmhW/Fsk/PvdCm/Q2KyLfIZVT9KfAloA9wAhcBtwMPiMinlVI7lqKhmqYtvmNDx+bdZRJJRWat3ua0OqfdZ+ypIZVNTRkgIFe1LZwKjyfdsxpW1pevp6GogVMjp2gZbiFqRlGo8UAwdt6smSWUCuG2uWkPtVPrr+U3N/wml1ZfOv6z+53n12ykuZrpCeIflFJnVIMj9wTxIxGxA+dHwhFN0wA4OnB03p+S8xk0HuvbnymvUiKTmLYtgkx5HY/dw8XlF3NR6UUMJ4YJJUMMxAYIJUPjU1rtFjslzhLeffG7uWf9PdT6a8+rtQsLadoAMVVwEJFioE4p9bpSKkUud5KmaeeBZCZJf6yu7axPAAAgAElEQVSfOn/d7DvPJI/1azbDhsvqIpVNTblC2yKWWReyzbRQzmJYKHOXUeYuY2XxyknvmcqkPdTO727+XcrcZbM39gI262iOiLwgIn4RKQEOAN8SkS8vftM0TVtKY+kv5vtp2m6dultoIhGh2FVMVk29UM0QY+ZFbKhpu59m0x/t59KqS3VwyEM+w/1FSqkQ8G7gW0qprcDNi9ssTdOWWlZlZx07yIfX7s2rboPX7sVqWMmYmSnfn6ktQq4EaKFMZRJLx7h11VR1y7TT5RMgrCJSDbyH3IC1pmnnIYtY5lyQZyKv3QvCtIvdxhhiUOmpJG2mp+wumq4tY/tOtwhvJp2hTq6pv4a1pWsLPvZClE+A+DzwNNCslHpNRFYCxxe3WZqmLbWxtBqz3dhnYzWs1Phq8sqW6rV7KXIUkcwmJ203lTntNNVoOkq1r7rg7LLhZBiXzcVvbfwtPSidp1kDhFLq+0qpS5RSnxh93aKUunvxm6Zp2lKyWWys8K3IOw32TJoCTWRUZtaMqyJChacCm2GbNCspq6bOAzVWVOj0gefZJDIJBmIDfGzrx867hHqLKZ9B6iYR+bKI/EhE/nvsK4/jHhKRPhE5OGHb34nIERF5XUSeEJHAhPc+IyLNInJURG6b+4+kadpcrS1bO6csqacrcZVQ6anM61xWw0pdUR2GGJOCxFTrMaLpKOXuckpd+Zc7jafjdIW7+Ni2j7GpclPex2n5dTH9GGgD/gX4hwlfs3mY3IK6iX4ObFRKXQIcAz4DICLrya3Y3jB6zFdFZO5LOTVNm5OLSi+aU/K704kIW6pyGVfzKe5jt9ipL6rHIhbi6ThKnTlLKZ1NYyqTS6suzbuLqC/aR3+sn/uvuJ+r664u/Ae5wOWTiymhlPpKoSdWSu0QkcbTtj0z4eUu4J7R7+8CHlVKJYFWEWkGrgBeKfS6mqbN3YbyDVgNK+lses4V5Ma4bW62rtjKrzp/hU98s1Zks1vsNAYa6Qx1ksgkyKosNnJtyJgZIqkIl9dcjsfumfXaqWyKzlAnjYFGPrr1o9T6a+f1s1yo8gkQ/ywifwE8A4yPJCml9s7z2h8CHhv9voZcwBjTMbpN07Ql5LF7uKHxBl5se5Ea//z/Ca7wrWBb9Tb2dO/BYXHMmnHVYljwO/1cUXYFHaGOXD4kM4sgbK3ZOuONXilFKBliODGMw+LgPRvew62rbp13oLuQ5RMgNgG/C9wE40nc1ejrORGRB4AM8N2xTVPsNuXolojcC9wLUF+vM31o2kK7oeEGnm15lqyZnVfSvjF1RXW4bW72dO8hmAiOr3+YSjKTxGl1clHpRTQFmjg6cJSR5AgBZwBBxmswjB1vKpNEJgHkAkSNv4Z71t/DZdWXFZz+WztTPgHiXcDK0dQa8yYiHwDuBN6u3pri0AFMXN9fC3RNdbxS6kHgQYBt27bNf1WPpmmT1BXV8bbGt/HiyRdnrKZWiFJ3KTc13UTzYDPNw81kzAxWw4rdYsdm2BARTNMklAxxcdnFnBo5hdPq5Hc2/w53rL4DgO5IN52hzlwivnQUpRQOi4Mafw31RfWs8K3IBRI9hXXB5BMgDgABctlc50VEbgf+BLhBKTUx0cp/A/81msJjBbAGeHW+19M0bW7uWX8P+3r2EUqGFmxaqNWwsq58HatLV9Mb6aUv2sdAbGC8xGg0FWVVySpuX307myo3sblq86SZTCuLV7KyeCXXNVy3IO3RZpdPgKgEjojIa0weg3jnTAeJyPeAG4EyEekA/oLcrCUH8PPRKL9LKfV7SqlDIvI48Ca5rqf7lJomSYumaYsmnU3TEeqgM9RJubucHx/5MX6HH6fVScAZoMhZNP56rqyGlRp/zfgYh1KKgdgAhhh84e1f0OsUlhHJYyHLDVNtV0q9uCgtKsC2bdvU7t27z3YzNO2cNxgb5JX2V/jZiZ8RS8dy3TdWBz2RHo4OHMVtc09aYV3tq2Zl8UpKXaXz7tIJJoLE03H+9Lo/pSHQMN8fRcuDiOxRSm2bbb+ZCgaJypk2EIztM9dGapp2dqWzaZ4+8TRPHH4ChaLCUzEpy2mlpxKf3ceB3gP47D5sFhtKKfqifXSFuyh3l7OlakteU0+n0h/tx8TkT679Ex0clqGZupieF5EfAj9RSp0a2zhaKOha4APA8+QWxGmado7pjfTy1de+SluwjRp/zZTps0WEVSWrcFqd7OvZRzwTx2f34bV7UUoxFB/iudbn2Fy1mXp/fd5PE2NdWXVFdXx828cXZEqttvBmChC3k1ur8D0RaQKC5EqOWsitifhHpdT+xW+ipmnzpZQinomTzqaxGlaG48N8aeeXyJgZmoqbZj2+xl9DiauEA70H6A5347Q6cVqd+Bw+MmaGPV17SGaSrClZM2OQyJpZeqO9pLNp7l5/N3esvkOvU1jGZqoolwC+Si7thQ0oA+JKqeBSNU7TtLlLZVMc6DnAq52vcmzwGKFkCEMMYpkYh/oOUeQo4qLSi8annM7GZXOxvWY7vdFejg0eYyg+hIGB0+bEb/dzsO8gNsN2RsDJmlkiqQjBRBBDDK6qu4rbVt1GXdE8K9dpiy6fWUwA24E1SqlviUgZ4FNKtS5iuzRNm6OsmeWFthf44eEfEk/Hcdvc+B1+As5cbsyd7TuxiIVkNsme7j1YeiysLVvLquJVsy6MExGqvFVUeioJp8KcDJ6kN9o7ngH2lfZXSGQSk8YkLGKhvqieO1bfwfba7RQ5ixbvh9cW1KwBYjTNxjZgLfAtwA58B7hmcZumaVqhBmODfG3P1zgycIQVvhVUeComvd8WbKM/2j++oMxtc5MxMxzqO0RnqJPLay7PFfyZhYjgd/jZVLmJTWwiY2YIJ8N0RboochTxocs+hMvqosJTQYWnYkFWZGtLL59sru8C3glEAZRSXUDhpZw0TVtU/dF+vvDSFzgZPElToOmMtQoZM8PBvoP4HL5J4wRWw0qxq5hYOsaOkzsIJUMFX3vsHOvL1pPMJjEw2Fy1mWpftQ4O57B8AkRqdCqrAhCRuc1n0zRt0cTTcf7+lb8nno5T7auecqC4O9w943jDWLfQy+0vj+c3KpSIEHAGeKr5qVmLBWnLXz4B4nER+RoQEJGPAs8CX1/cZmmaVogfHf4RfZE+Kr2V0+5zfOj4rCug3TY3qUyKN3rfmPMNPuAM0BZsoz3UPqfjteUjn5Kjfw/8APghuXGIP1dK/ctiN0zTtPycDJ7k5y0/nzEVdiqbIpQM4bA4Zj2fz+GjI9TBQGxgTu0REQShZbhlTsdry0des5iUUj8XkV+N7S8iJUqpoUVtmaZpeflF6y+wGbYZ+/rDyXDuxp3HQjYRwW6xc2L4BOWe8jm1yWVzcXTwKDc23jin47XlIZ9ZTB8DPg/EydWDEHLjEYVVDdc0bcHF03Febn95xq4lgEgqUlCXkdvmpjfSSzwdn1NdBa/dS8uQfoI41+XzBPEpYINSam7Pm5qmLZqucBdZlZ11oVvanL0u9ERjTxqhZGhOAcJqWAknwwUfpy0v+QxSnwBis+6ladqS6wp3TcqyutDGajVoF6Z8niA+A7w8OgYxsR7E7y9aqzRNy8tIcgRDZv+cN1UivtkYYsx5umvGzOC2ued0rLZ85BMgvgb8AniDt2pSa5q2DMiU5dzP5LF5lrQUZyQVYXPV5iW7nrY48gkQGaXU/7foLdG0c5SpTHoiPXSFu2gZbqE73E3azGVNLXeXs7pkNdW+amp8NQu+qrjIUZTX4LPP4QOVy+qab6AwlYnLWvj4A+QGz9eWrp3TsdrykU+AeF5E7gX+h8ldTDNOcxWRh4A7gT6l1MbRbSXAY0Aj0Aa8Ryk1LLm/sf8MvIPceMcHlVJ7C/5pNG0JxdIx9nTt4cnjT9Ib6QUBq1hxWp0YYqBQvNn/Js+2PDueu+iO1XdwZe2Vc0pYF0lF6Ap30RnqpC3YRiKTYCA+QGuwFUMMfI5cnYapBqztFjt+h59kNllQudC5tFMphUKxqnhVwcdqy0s+AeK3R//8zIRt+UxzfRj4V+CRCds+DTynlPqiiHx69PWfAHcAa0a/tgP/Pvqnpi07Sil2dezikQOPkMgkKHYV51UNLZqK8ujBR/n+m9/nnvX3cPPKm2edfWQqk6MDR3nmxDPs79mPiKCUwml1YjEspLNpeiO9DMWHsIgFQwwaAg00FDXgd/gnPS2sLlnNnu49eQWIsZv8XOpDBxNBmoqbZly4p50bZg0QSqnZq4lMfdwOEWk8bfNdwI2j3/8n8AK5AHEX8MhozqddIhIQkWqlVPdcrq1piyWYCPLw/ofZ2703l/Z6lvUHE3nsHjx2D6lsiof3PcyP3vwRmyo30RftI5gIYioTp9VJfVE968rWYRELz7Y+S0+kB5fVRV1R3ZQD0uvK1nFy5CR+h5+smaUt2EbLcAuVnko2V20eHyyu9lVj7bWSzqZnLdITTUep9lUX9LQBucAynBjmdy75nSUd89AWx0w1qW9SSv1CRN491ftKqR/N4XqVYzd9pVS3iIzlIq4BJiZu6RjdpgOEtmwMxAb4u51/x2BskKZA05xugEPxIU4MnaAz3Ek8HeeX7b/kmrprKPeUIwhZleXowFGeOPwEHeEOihxFbKzYSKm7dNrZSo2BRlqDrZjKxGJY8Dv8KKUYiA3wXMtzXFJ5CfVF9VgNK5sqNrG3e+94uu+pKKVIZ9Nz6iLqj/azumQ1l1ZfWvCx2vIz0/y460f//LUpvu5c4HZM9Td1ypE3EblXRHaLyO7+/v4FboamTS2YCPKlnV9iJDlCbVFtwcEhnU3zeu/r7Di5g95oL36Hn2pfNT67j/09+0lmktgsNgwxODp4lOHEMCt8K7Bb7Ozv2c/zrc8zFJ962K/IWcTqktWT0nSLCD6HD6fVyZ7uPbzR9wamMqkvqqfSW0kkFZm2raFkiPqiekpdpQX9jMlMkkQ2wUcu+0heFeq05W+m/4uvAyil/u8CXq93rOtIRKqBvtHtHcDE+oO1QNdUJ1BKPQg8CLBt2zadT1hbdKYy+ebebzIcH55Tv3o4GeaVjleIp+P4Hf5JTwIum4toKsqrna9yTd01/KrrVwTjwfFP+A6rA4fVQTwd58W2F9lQsWHKus/rytbRG+klkozgdbxV8MdmsRFwBmgeagYFmyo3saVqCztO7iCajuKxTc7eH01FcVqdbKzYWFAQTGfTdIQ6+MhlH2GFb0XBvyNteZrpCeLPFuF6/w18YPT7DwA/mbD9/ZJzJTCixx+05WLnqZ0c6D1Aja+m4GNDyRAvnXqJjJmhyFk0ZTeRx+4hlAzx85afMxwfPmNwGXKBxO/I1X0+PHD4jKmtVsPKVXVX4bA6CCVDk943xCDgDHBi+AStwVbcNjfX1F2DgUE4Fc4NSCtFJBnBEIOr667GYZ096+uYeDrOqZFT/Pam3+b6hutnP0A7Z+STamNOROR7wCvAWhHpEJEPA18EbhGR48Ato68BngJagGZytSY+sVjt0rRChJIhvvP6d6j2Tl2EZybJTJKX218GmHVVsSEGLcMtOC3Oaa9jMSwEnAGODByhLdh2xvtum5tr66+lzF1GMBEknX0r/9LYNNiDfQeJpCL4HD6ub7gen93HYHyQwdggfqc/t82RX8FIpRRd4S6GE8N8/PKPc8eaO/TA9Hlmpi6mdSLy+hTbBVBKqUtmOrFS6r3TvPX2KfZVwH0znU/TzobXOl8jZaYKTlinlOKNvjdIZpKzriXImBl6o73YLDZGkiM4bdPPHDLEwO/w80bvG5R7ys+oH+2yubiq9ipOjZziUP8houkoVsOKw+LAalgxMNjbtZdtK7YRTUepL6rHa/OSURmqvFV5pe3Imln6on0ks0k2Vmzkg1s+SJm7LL9fjHZOmSlAtJIbkNa0C1LWzPLk8ScpcxV+8+uN9NI+0k7AGZh135HkyPgU12AiSJm7bMYV11bDiiEG+7r3cW39tWd8ahcRGgIN1Ppr6Y/10xnqZDA+OJ5471ToFA2BBq6ouYJtK7axuWoz0VSUVzpe4X+P/y/9sX6UUtgtduwWOyJCxswQT8fHr3VFzRW8ventrC5ZrZ8azmMzBYiUUurkkrVE05aZUyOnGE4M01A0+yK4iZRSHBk8gtM6fXfRxH2H48PYDNv46utYOjZrN4/H7mEwPshwYpgSV8mU+1gMC1XeKqq8VUAu4JnKpC/ax2XVl/Hxyz8+vq/dZecda97BratupTPUSXekm+ahZobjw+PBa2XxSmr9tdT6a/PuhtLObTMFiJ1L1gpNW4Y6Q53TTLae2UhyhGAiSJFj9jQVsXSMjJmZtCAtkUnMegMWESxioXW4ddoAcTqLYcFCLmi81vUav5347TO6v6yGNbcSO9DAlbVX5nVe7fw1bYejUur+pWyIpi03zcPNBc3mGdMV7kLIr7xnLB2blJHValiJpfMrv+Kxe+gId5AxMwW1z2JYEIT2UPvsO2sXtEWbxaRp57rOUOecspn2R/vzDiyxdGzSeIMhBqlsKq9jDTFAMeOit+koFKeCpwo+Truw6AChadNIm+m8ZvVMZCqTkeRIXgV6lFIkMgks8laAEARVQL+WQs2ptKfH5uHo4NGCj9MuLLOuh58mF9MI8IZSqm+K9zTtvGARS0E3a4BUNoVSKq/Aokb/m9gVpVB5FwGCXEDJt0tqIrvFPqcnD+3Ckk/ClA8DVwHPj76+EdgFXCQin1dKfXuR2qZpZ1WJq4SeSA8UMAyhlJo6s1gBxxeSx0hE5lSTWiSXGFDTZpLP87MJXKyUulspdTewnlzhoO3kUnVr2nlpbdla4pl4QceMjQvkY+xJYWJajIyZKWhRXr5PK6fLmtk51anWLiz5/M1qVEr1TnjdB1w0WlEuPc0xmnbOm0tiPrvFjmEYeX2qFxFshm3Svgo1a1qOiRTqjNXU+YilY9T562bfUbug5fMs+5KI/BT4/ujru4EdIuIBgovWMk07yxoDjdgMG6lsKu9P2yJCsbOYcDKc15OAy+YikopgwTL+JFHIzClB5rRoLZVNsbpkdcHHaReWfJ4g7iNXPnQLcCm5EqL3KaWiSqm3LWLbNO2sclqd3LTyply96QKUe8rznqrqtrrHnyDSZhqv3TtrtbcxWTOLIcYZKbvzISI6Lbc2q1kDhMr5gVLqk0qpPxz9Xtdh0C4I19dfj6lMsmb+A7o1vprc/KQ8/pl47Lmbu2nmrlHsLM77OtF0lMZA44x5m6YSSUUocZVQV6S7mLSZzRogROTdInJcREZEJCQiYREJzXacpp0Pqn3V3Lr6VjpCHXkf47V7qfBU5DX91Gax4bP7iGVy+ZfyHX9QSmEqk4ZAYXmiAAZjg7xjzTvmNLitXVjy+Rvyt8A7lVJFSim/UsqnlPIvdsM0bbn49bW/Tqm7lOH4cN7HrCtbR9pM5zVY7bV7UUpR4a7IOzNqOBWmxleDz17Y+EMik8BmsXH5issLOk67MOUTIHqVUocXvSWatky5bC4+cfkniKQieS8uK3GVsKZkzaQ60VPJmBmyZpaLyy8mns1vSm0qm8IiFjZVbioo1fZYgZ/3bnyvzsaq5SWfALFbRB4TkfeOdje9e5rV1Zp23lpZvJJPXvlJhuPDjCRG8jpmbdlaihxFhFNTp8JIZ9OEk2G2rtjKdfXXYRUryUxyxnNmzAzRVJSt1VsnZYDNR3ekmw3lG7ih8YaCjtMuXPkECD8QA24lV0Do14A753NREfmkiBwSkYMi8j0RcYpIk4j8anS84zER0at4tGVlY+VGPn3tp8moDO0j7bN2H43ViXZZXZPqRCuVy5+UyCTYXrudhkADDquDbSu2Ec/EJ5UKnWgsoFxWfRlVvqqC2j4YG8RhdfChSz+kxx60vMlST0gSkRrgl8B6pVRcRB4nV5P6HcCPlFKPish/AAeUUv8+07m2bdumdu/evfiN1rQJwskwjx18jJdOvYTb5qbcUz7jTTeRSfBa52sMxAawGlYyZoZKbyVbqracMSjdGerkta7XcNvc42svlFLjXVuXVV9Gjb+moPb2R/sRET597afntPhPO/+IyB6l1LbZ9pt2oZyI/LFS6m9F5F+YInmAUur359E+K+ASkTTgBrqBm4DfHn3/P4HPAjMGCE1bbFkzO15vwWbJVX3zOXx8+LIPc33j9Txz4hn2du/FVCYuqwuv3YvL5spVhxvN1hpOhan112I1rAwlhmjyN7G2bO2UC+lq/DVYDAu7u3YTT8exiIW0mZ42oMwkY2boCHVQ5a3iD7b/AdW+6gX7vWgXhplWUo8NTC/oR3SlVKeI/D1wCogDzwB7gKBSaqzySQcw5cckEbkXuBegvr5+IZumXeCUUrQF22gLtnF04CjHh44zGB/M5UwSQEGVt4qLSi9iTckaVpWs4v4r7mcwNsib/W9ybOgYxwaO0RHqwFQmglDiKuGSiktYW7aWdWXrsFvsvNz+Mk+feHq89rPL5sJhcYzXfk5n06wtWUvzcDOmMtlYsZFVxaswjPy6hrJmlr5oH8lskjsvupNfu+jX5lT4SNPORhdTMfBD4DfJper4/ujrv1BKrR7dpw54Sim1aaZz6S4mbSHE0jH2du/lqeNP0R3uBsBtc+O1eyfVlVYqVy86nAqTzCRRKNaWreWO1XewoXzDpBXQYwFiullG6WyatmAbHaEOjg0dYzg+TNbM4rK5aAo00RhopM5fR0e4gyePPcnxoeMYYuB3+PHavWdkfE1mkuOzrESEK2qu4PbVt9MYaFycX5p2Tsu3i2nWACEiFwGfAhqZ8MShlLppjg37DeB2pdSHR1+/n1w68d8AqpRSGRG5CvisUuq2mc6lA4Q2H0opXm5/me+8/h0SmQTFrmJ8dl/eU0eVUgzFh8ZXJn/kso9wcfnFi9LOznAne7r2cHjgMK3DraTN9FvZYEcT/K0pWcOGig1srd5KsSv/FdnahWchA8QB4D/IdQON5xtQSu2ZY8O2Aw8Bl5PrYnqYXDfW9cAPJwxSv66U+upM59IBQpurwdggjxx4hH09+6j2VheUYnsqI4kRhuJD3LzyZu5ef3dBYwWFMpXJSGJkPEg4rI6CApumzXuQeoLMbLOJCqGU+pWI/ADYC2SAfcCDwJPAoyLyV6PbvrlQ19S0iVqGW/iHl/+BdDZNU6BpQW6sRc4ivHYvz7c9z6H+Q3zq6k9R5i5bgNaeyRBDPyFoSyKfJ4jPkqsB8QS5QkEAjNaDOKv0E8SFJ5VN0R3upjvSTU+kh1Q2hdWwUuYqo8ZfQ7WvesZP781DzXzpl1/CY/cQcAYWpY29kV5cNhefufYzlHvKF+UamjYfC9nF1DrFZqWUWjnXxi0UHSAuDEopTo6c5Betv+Dl9pcxlYlCYRELhhjj2VZFBKUUW6q2cMuqW1hbunZSptOOUAd/+eJf4ra5KXIWLWqbeyO9+B1+Hrj+AfwOnbpMW14WrItJKdW0ME3StML1R/t5eP/DHOo/hM2wUeWtmrFms6lMjg4ezY0t+Kr56GUfZWXxSlLZFP/+2r9js9gWPTgAVHoraR9p57uvf5ff2/Z7enxAOyfNGiBGZxmdQSn1yMI3R9NylFLsOLWD77z+HQwMGooa8rrJGmJQ4akAcgPRn3vxc7zzoncC0BnuXNJpnzX+Gl5pf4Uraq5g64qtS3ZdTVso+QxST8wL7ATeTm6AWQcIbVEopfjR4R/xxJEnqPXXFpyUbkypu5QiZxH/9cZ/0RHq4G2NS1sA0RCDCm8FD+17iItKL9IZVLVzTj4V5f7fhK+Pkis7qhPpaYvmf479D08ceYLGQOOcg8MYq2EllU0xnBjmjb438qrPsJC8di+xdIxXO19d0utq2kKYS1rHGLBmoRuiaQBHBo7wgzd/QGOgccaxhnwlMgk6wh1UeirpCHXQNtw2/0YWqMxdxpPHnyyobKmmLQf5jEH8D28l6zOA9eTSY2jagoqlYzy450FKXaULEhwgN3NJmYqsymKIwa86f0VWZfHYPTitTnx236QUGYvBY/fQFmzjyMARNlRsWNRradpCyudf4d9P+D4DnFRK5V+gV9Py9GzLswzFhxZkIDljZugJ9/By+8tEUpHxdNzpbJoX2l4YH8hWKDw2D1XeKhoCDYu2ItlusbOvZ58OENo5JZ9pri9OfC0iFhF5n1Lqu4vXLO1Ck8qmeLr5aaq8hRXCOV0yk+TE8AlahlvGC+y4rK7xTKgOi4NkNonL5sJusaOUImNmaA22cmL4BCWuEtaVraPcXb6ggcJn93F04OiCnU/TlsK0YxAi4heRz4jIv4rIrZJzP9ACvGfpmqhdCA72HSSajs55UFopRU+4h1+0/oLjg8dxWp24bW4shmVSmuyxm/5Y2VARwWax4Xf4KXIUEUlF2HlqJ/u6981a/rMQHruHrnAXqWxqwc6paYttpieIbwPDwCvAR4A/Ijd76S6l1P4laJt2nktkEhwdOEpbsI3vvP6d8U/+LquLUncpxc5iSlwlk1ZDTyVrZnm993Xagm2TVknH0/HxjKcT2Qwb4VT4jDQYIoLb5sZlddEeaqcn2sP2mu2Uukvn/bOOdXH1R/sLrginaWfLTAFi5Vg9BhH5BjAA1Culpq7Arml5GkmM8GzLs/y85eckM0kMMWgZbsEiFjJmhmAiSF+0D4XCbrGzumQ1TYGmKQeTM2aG1zpfoyfaQ8AZmNQtZJJLyXE6QwyS2SSmMqcsFSoiFDmLSGQS/PLUL7my9koqvZXz/rkF0U8Q2jllpgAxXjldKZUVkVYdHLT5UEqxu2s339r/LeLpOFXeKhxWBxkzw97uvXjt3twN3sJ4+u10Ns2b/W/SOtzK1hVbJ2VIzZr/f3tnHh33VR/6z3d2jTSj0b5almXLdrwmsRKSOE6cBQwECvQEQpqQtKRwaKEvfedxKMl7fdDyOKXLoyx9XUhogR4oOxgoSQgBk8bEdrzbibzFkmXtu1LGzBQAACAASURBVDQjjWb73ffH7zcT2RpJMyPb2u7nHJ35zW9+9/7uHY/v93e/a4KDnQfpGesh4A5MtRlMk2YseV00EZ1RpeVxeLCJjX3t+9het/2KZGdNKO3qqlk8zBQHsVVERq2/ILAleSwio9dqgJqlgaEMvvfa9/jS/i+R78xnZWBlqgxmsuZzOqOw0+4k4AmgUPzXhf/i/ND51GfnBs/RFeqi0F2Ytu1MRmZBMgqac9ldeBwe9rfvZyI+Mev1s3Gl3Hc1mmvBtL9WpdTMil+NJkOUUvyo+Uf89PRPqQ/UT7EpKKVIYyq4BI/Dg9Pm5Fj3MbMegqeI5v5m/C7/tILALtP/hBWKTMvtuh1uIpEIJ3pO0FTdlLN3k4FBgasgp7YazXygH2c0V52TvSfZfXo3KwMr0xqc7TY7KFNQzLT42m12fG4fR7qOmALD7pzRgO2yz5wRJp39YTp8Lh/to+3U+mup8lVl3C5JLBHDbXdTkjd3g7dGc63IJdXGnBGRgIh8X0ROiUiziNwqIsUi8ryInLVedcmsJcBYdIynjzxNqbd0WvWK0+bEZXdlpJ932BzEjbjpseSYuaynw+ZI1YuYTHLnkE0EtYiQ58yjub85453HZILRIA1FDTrtt2ZRMS8CAvgi8KxSaj2wFWgGPgm8oJRqBF6w3msWOb+9+FtGJkZmLJojIhTnFWfs4ROOh4kbccZiYzNel3RbTdo4kigUDpsja3uA2+5mNDLK0MRQVu0AQtEQG8o2ZN1Oo5lPrrmAEBE/cAdWzWmlVFQpNQy8C/i6ddnXgXdf67FpriwJI8HPz/6cMu/sZTfL88szEhDRRJTx2Dhuu5uB8MCs1wc8gSk7iFgiRr4zf9a2lyMi2MVOy1C6IovTYygDQxk0Vc9awEujWVDMxw6iAegD/k1EjojI0yKSD1QopboArNfyeRib5gpycfQiw5Fh8l2zL8bVvuq06qDLCcfCgKkeCsfCU3YHl5PvzMdhc6QyqSqlUKic61F7nV66Ql1ZqZkGxgfYVL7pisRSaDTXkvkQEA7gRuCflFI3AGNkoU4SkQ+LyEEROdjX13e1xqi5AnSMdmTlKbTCv4JQNDTjdeOxcWxiS+nyZ0uHISIU5RURM8ywnoRK4La7c07pYbfZSRgJwvFwRtcrpQhFQ+xavSun+2k088l8CIh2oF0ptd96/31MgdEjIlUA1mtvusZKqa8opZqUUk1lZbOrLjTzR8twC267O+PrG0vMMiMz7QrC8fAl7quZqKUC7gAOm4NYIkYsEaM8v3zOxuJgJLOY0e5QNxvLN+osrppFyTUXEEqpbuCiiKyzTt0DvAb8BHjUOvcosPtaj01zZQlFQ1kZggtcBWwu30wwEky781BKEU1EL3FPzcTzyW6zU+WrIhwPE3AHMlJ5zYRCZbSDmIhPYGDwB9f/QVYutRrNQmG+4iD+BPimiLgws8P+Aaaw+q6IPAa0Ae+dp7FprhC5LIorAyvpHuumJ9STUYR0umR86VBKUeItwe1wzxpvkQmzVYdLGAk6Rjt47MbHpiQF1GgWC/MiIKxssOlcOu651mNZrEzEJ+gKdjEeG8dQBg6bg+K8YsryyxbM02pFfkXW6SlsYuOm6pvY176P/vH+tEJi8gI/WyxD0gbgdrh559p3cqLnBP3h/hkjsDNhpraGMrgwfIFdq3dxx8o7cr6HRjPf6EjqRURPqIe9F/emspfaLA2hwlowlalOWV20mp31O9lauTVnY+yVoD5Qnzab6mw4bA5uqb2Fo91HaRtpo8BVgMvuQkSm7BhmipaOG3GCkSAl3hJuqr6JPGceN9fczP6O/dMKn2zGON0920bauHvV3Ty4+cEFI6w1mlzQAmIR0D7azndf/S7He45jFzvFecXU+evSLm5xI05HsIN/OvhPeBwedq3ZxdvWvG1eBMWKwhUo1LRptWfCYXOwrWob1QXVHOk+wnhsHK/Ti8fhIWbEsGFDkLQCIm7EGYuOISJsrthMQ1FD6v5OuzOt8MkGQdLGUQyGBxmZGOHd69/Nu9e/WwsHzaJHC4gFTNyI89y55/hB8w9w2V3UFdbNuugkVU3FecVE4hF2n9rNyxdf5sPbPsya4jXXaOQmxXnFbKnYwtmBs6ka0NkgIlT7qynxltAR7ODs4FkUKuXqWpxXTMJIECdO3IgTTUQRBIfNwdqStdQV1qU1SF8ufMLxMD6XL6MFPRlH4XP7Uuci8QhdoS4q8it4/M7HWV28Ouu5ajQLES0gFihj0TH+4cA/8Frfa9T4a7J+ygUztqA+UM9QeIjP/OYzPLL1Ee5edfc1zQe0a/UujnQdodRbmvMTtdvhpqGogfpAPaf7T3Ow8yCRRITivOJUdLPf7afUW0qhu5CivKJZvaeSwqfYW8yp/lO0jbRhKAOv04vT5pz2O4ob8dQ1Q+EhRiOj5DnzeM/69/DWNW9NpTDXaJYCWkAsQMZj43z+5c/TOtxKfaB+zgt6UV4RXqeXfzn4L5wfOs+26m0IgsfhoaKggiJP0VUTGteVXscttbdwuOswtf7aOfVlExuri1dzpPsIb6p8E5srNs95fB6Hh+srr2dD2QY6Rjs4N3iOkcgIgqRyNiXtHgYGo5FR6gvraRtpo76onoc2P8TWyq1aMGiWJFpALDCUUnzl0FdoGW5hhX/FnBZupRRDE0O0DLfQHewmmohyuPswG8s2pqqjGRjkO/Npqm5iZ/1OVhauvKLCQkR4aPNDNPc3MxQeoihvbkl6B8ODrCtZl6o7faVw2V2sKlpFfaCeSCJCKBpiZGKEUDSUCtyz2+xE4hH+4q6/YFP5JrzOmbPJajSLHS0gFhi/vfhbDncdZlVg1ZwW6oHxAY71HGM0Mopd7HidXvJd+eS78ukKdbGhbEPqqTeaiLK3bS97WvfQUNTAo1sfZWVg5ZWaEoWeQj5+68f5q5f+ioHxAUq8udVE6A5143V6+czdn+EL+76Qk/F7NkTMnZXH4ZlSYrQ7aEZF31xz8xW9p0azUNFuFguIwfAg3zj+DaoKqnIWDnEjzsnek7zY9iKReIRCdyE+ty9VWMdldxFPxDnReyLVxmV3UeOvYWXhSnpCPXx6z6fZfWo3sURsuttMy0R8graRNs4NnuPMwBnOD52nb6yPFYUreHLHk7gcLtqG22YNNJtMNBGlZaiFivwKntzxJFsrtnJ73e10jHZkPb5ciSaiRI0ov3vd716ze2o0843eQSwg9rTuIZaIkefMy6l9NBHlQMcB+sb6KPQUTvt07XOb1dHWlay7xBtHRCjLLyOWiPGD5h/QOtzKR5o+MqN+PW7EebX3VY50H+F0/2l6xnpSOvukHl+hcNqdNAQauK3mNnrGe3il4xVEhPL88rQuuEqZ6Sz6xvuwY+e9G9/LrtW7UoFxD2x8gGM9xwhGgpfM4WqglKJjtIMHNz9Ijb/mqt5Lo1lIaAGxQIjEIzz/+vNU5OeWEjpuxDnQcYCB8QECnsCMO5BkwFnbSFvaJHJOu5NVgVUc7jrMPx/8Z/74pj+eErE8MjHC3ot7ee7cc4xERvA4PPhcvmntJnEjTmewk9MDpzGUQX2gnoAnwNmBs/SGeqfUpFYoijxFvG/D+7h1xa1T0nP73D4+dMOH+LuX/w63w52Tl1emdAW7aCxu5N6Ge6/aPTSahYgWEAuEV/teJRwPU+HITUC81vca/WP9FHoyiw4ucBXQMtzC+tL1aes6iwj1gXoOdh3k2XPP8s517wTMp+l97fv4+rGvE4lHKMsvoz6vftb7OWwOivKKKMorQilF31gfLUMtbCjbwHvWv4eYESMcDyOYVeCqfdX43TOnw9hSuYUPbPkA/37836n1114VIdEd6qbIW8TH3vSxrCvQaTSLHf2LXyCc6j+V8wLXP97P60OvZywc4I26BqFoaFqPIBGhzl/HD5t/yNbKrfhcPr5x7Bsc6jxEpa8Sb0FuXjxJVVapt5TzQ+f525f/loe3PMwddXdkbXu5t+FeDGXwzRPfpDy/nAJXQU5juhxDGXSMdlBRUMHHb/t4zgWGNJrFjBYQC4TTA6fxubLXpSulONp9FI/dk7VHj0IRjAZndBl12p14nV7+8cA/EjWiBCNBVhXNzcMqiYhQ5atiIj7B04eepn20nfdvfH/aHc1Mfexas4sybxlfPfJVhieGU9XpciUUDdEb6uXWFbfy8JaHr7qNQ6NZqGgBsQAwlEH7SHtOBtCB8AChaCinJ1y72BmeGJ41gM3j8LD7zG5urr6ZVUWrsr7PbHgcHuoD9Tx37jkSRoKHtzyc9QJ/Y/WNrC5ezbdOfIt97fvwODyU55dnJWxC0RAD4wN4nV4ev+Vxbqy68ZpGnWs0Cw0tIBYAsUQsZ5/+80Pnc9aN28Q2qytrJB7h5faXESWMRkZzuk8m2G126gP1PP/68xS6C3nX+ndl3Uehp5CPNH2Eexvu5YWWFzjQcQBDGeQ58vC5feQ58i5Z8JPZXkPREIYyKPGW8IGtH+DmmpuvmKpKo1nMaAGxiDGUQXeoe06L2XTpuMdj44xMjHC4+zBdwS6cNieHuw6nkuT53D58Lt8VfcK2iY2VgZX86NSP2FKxJafdiojQWNJIY0kj79/0fk70nOD0wGnODpylbaQt5cGVdL1dFVjFdaXXsa50HY3FjVntODSapY4WEAsAp92JTWxZ7yLGY+MopXLWtxvKuMQwbiiD3rFezg2eo3+8n3DMjEPw2D1EVZRIIsLrg6/zurye8jZqLGmk2ld9xTyIHDYHPpePpw4/xad3fnpO/QY8AXas3MGOlTsAczcUSURSBZa8Tq9Oya3RzMC8/e8QEbuIHBGRn1nvV4nIfhE5KyLfscqRLgtsYqPGX8NYdCyrdqFoKKeCPEkSKpGyXYxMjLCndQ/72vcxGhnF5/IxFhvD6/Ticrhw2p04bA5cDhcBT4BCTyGGMjjafZRfnv8lXcGutHWkc6HEW0JnsJPnX3/+ivSXxO1w43f7CXgCFLgKtHDQaGZhPv+HPA40T3r/18DfK6UagSHgsXkZ1TyxrmQdwWgwqzbJJHK5IggFzgLODJzh162/JhwPE/AE8Dq9jEXHiBvxKfYNQxmpY7fDTcATwGFzsK99H4e6Ds15TEkqCyp55twzOaX70Gg0V4Z5ERAiUgvcBzxtvRfgbuD71iVfB949H2ObL9aXrieaiF6z+yWMBILQOtzKyd6T+Fy+VJU0pRSDE4MZ6+NddnNX0T7azssXX74ii7rH4SEUDXGy9+Sc+9JoNLkxXzuILwCfAJKPoyXAsFIq+fjZDqT1+RSRD4vIQRE52NfXd/VHeo3YWL4Rj8NDJB7JuM3kWgXZMhYdw+1wc374PAFP4BJhEElEmIhP4JCpJqrp1DIiQqG7kMHwYMp7aK74XD6ePffsnPvRaDS5cc0FhIi8A+hVSh2afDrNpWkV2kqpryilmpRSTWVlZVdljPOBx+HhzQ1vpnesN+M26eoiZ0IyEd5oZJSAJzBl0Q/HwgCXeCgl7QszGY1FBL/bT+9YL+eHzuc0tskU5xVzdvBsVkJTo9FcOeZjB7Ed+B0RaQW+jala+gIQEEk9stYCnfMwtnllZ/1O7DZ7aoGejXxXPiKS9dP6SGSESCIyraE2HA9POa9Q2MWOXWZWOyWFxKu9r845biIpoLpCXXPqR6PR5MY1d3NVSj0BPAEgIjuBjyulHhKR7wH3YwqNR4Hd13pscyUZl9AZ7KR1qJWRyAhguluuDKyk2lc9Y62HEm8JD29+mKeOPEVDoGHWGAOb2KgsqKR3rDfjWIhoIko4Fsbr9E6bVnw8Nj7F/hBLxDLO9WS32bGJjdP9p7mp5qaMxjUdSim6gl3UB+rn1I9Go8mehRQH8WfAt0Xk/wBHgK/O83gyZjw2zisdr/Dzsz+nb7wPpcxaxskU2dFElIRKgDK9c+5bex/bqrbhdrg53X+a473HOdV/iosjF4klYpzqO8XR7qOsCqyi3FtORUHFlHTbSVYFVtEZzGyzlTASBCNBPA7PtOUyDWUQN+K47W/UgFDKrOmQTTqPAlcBHcEONsU25VzfAkw7y8XRi9zKrTn3odFocmNeBYRSag+wxzo+DyyqWo5KKV7te5WnDz/NyMQIRXlF1BXWzXh9MBrkqUNP8cXYF8l3mTYEp82Jz+2jqqAKu81Ota+aFy+8yJmBM1wYvoDD5qChqIHGksYpNoBSbyn5znwm4hNpC+8kSRgJRiIj1AfquTh6cdoiQElbw+UpKTwOzyVCYzaSEcvto+00ljRm3O5y7DY7E/GJnNtrNJrc0ZFCOZIwEnzrxLf4m71/k0oR4Xf7Z2wjIjhsDjqDnZzsPcmB9gMEo0GqfFX43f6UWsftcHNn/Z3U+ExHLrfdzdnBs/yq5Vf0jfVN6fP6yusJx8LT2iIm4hOMRkbZUrGFQvf0mVvTYSiDhEpQWVCZdVoNl92VldF9pjFoNJprz0JSMS0owrEwJ3tP8lrfa5wZOEPvWC8JlcDtcFPrq6V9tJ2uUBebyjbhsGf2NSarsCWMBOX55SgU5wbOEUvEuKHyhksWYJfdxW0rbuPc4Dma+5tx2pwopXip7SVuqLrhEp18WX4ZDUUNtAy3UOh+w06QMBIEo0G8Ti93rLyDEm8J+9v3z+qJlEQplSoKNNPuZDpcdhdDE0MopXLO2WQoI6d7azSauaMFxGUEI0GeOfcML5x/gUg8gtvhxuf2pZ6gE0aCl9tf5lT/KfKd+fSN9bGudN20pTaThKIh9l7ciyCp+gKCEPAEuDB8gXxnPutK113Sxm6zs650HZUFlZzsPUnfuLl7eKXjFWzYqAu8oc7aULaBkcgIg+FB3HY3kUQEu9hZW7yWxpLGlA1jeGIYpy29PSM5JruYxYRiRowCVwHFecU5fZfJokSRRCTnRT6WiFFdUJ1TW41GMze0gJjEse5jPH3kacaiY1QWVKZ90h6JjtA+2p4qShOJRzjUeYiLIxe5vvL6lF1hMoYyONR5CEMZU7yNkm6hzf3NVBZUpi3eU+gpZHvddoKRIG0jbVwYucBLF1+iKdFEniMPhUIQanw1jEZGiSVibK3YSq2/dopxO67ieGzTL9YigsfhYXhimIAnQI2/Zs45ixJGIue2IpJTnQyNRjN3lp2AiCaiDIYHiSVi2MSG3+2nwFXAz8/+nO+8+h3KvGWUFJakbauU4kj3EVx2V2rRdDvcuOwuBsOD7Gndw20rbqMor+iSdi1DLQyGB6f1ArLb7Kl02jvrd067E/G5fWws38jG8o1cHL1IiaeE39vye4Dp7VOcV4zf7Wf3qd089/pzhKKhKWOZKfI6GUCnUPjd/isiHICc1UtKKZRSVPmq5jwGjUaTPctCQHQGO9nbtpfjPcfpCHYgCCKCUgpDGQxPDNMZ7GRzxea0O4AkA+GBVPTxZERMtVE4Fmbvxb3sqNuR2gnEjTjN/c343DPXTvA6vYxERhiaGMpIpVPrq+XCiKmautxL6KEtD9FU3cTXjn6N1uFWPA4Ppd5SHDYHHoeHuBHHzhtxDgkjwXhsnIRKUOguZEfdDo73HJ+zcEi6x86k0pqJ0cgotf7aaV1yNRrN1WVJC4jW4Va+c/I7NPc34xAHhZ5Cav21lyx8g+ODvNL5Ck6bk4OdB/E4PKwvXc/KwpVTFvSWoZYZq7flOfPMmIjOV9hZvxOHzUF3qDttVtTLETF1/y1DLRkJCBHBbXfzQssLad1I15Wu47P3fJZzg+f45flfcqz7GDEjBopUWc0kdpudGn8NqwKrUsIvmeJiOnfYTIgbcbxO77QxHLMxNDHE/Rvuz/n+Go1mbixJARFNRPnPM//J7tO78Tq9aRd7MBeww92H8Tq9qQUzmohypOsIHaMdl9gUDGXQFeqaNWLZ6/QyPDHMmYEzbCjbQPtoe8ZFb7xOL52hTm5UmdVCLs8v55WOV/jgDR9Mew+b2Fhbspa1JWsxlEH/eD+/OPcLvv3qt6n2VeOwOShwFUwpxQmwtmQtR7uPzklARBIRKgsqc2obTURx2V3cWHVjzvfXaDRzY8nFQYzHxvnivi/y41M/psZXQ3l++bSLbWewM+UGmiSZujppUxgKD6X6zbR6m9/t5+zAWcKxcMqrKBPsNjuGYTAeG8/4eoCeUM+s19rERnl+OW9rfBtl3jIqCyopzy/H6/Sm/X6SAmQuqbvjRjwVy5Et3aFu7mm4Z05R2BqNZm4sKQERiUf48v4v09zXTH2gfkbVhlKKswNnyXNMXYCSNgW7zc5LbS8xMjFiVnvL0NZqExsKRetwK7FELOs6x2OxzCvLKaXoGZtdQCQp8ZZwQ9UNUwLuLsdld7G5fLNZtS6HSnFxI47L7qI8vzzrtsmKdvc13pd1W41Gc+VYUgLih6d+yGt9r7GicOaYBIBgNEgoGprx6d7j8JjV0jr2EUlEpklAnh6v02umvM7BgSebyGEDI+t02LtW72I8Nj7rfeoK66goqCAUDWXVP5hxH2uK12QtHJOqsMdueCzjBIQajebqsGQExJmBMzx79lnqCusy0t8HI0EzfmCWa/OceYRjYVqHW7Na7J02JxPxCQwj+zQR2RQBSnpkZcPakrXsqNsxa5K/ZBoPEckqH1I4FibflU9DUUNW41JKcWHkAnfV38Xmis1ZtdVoNFeeJSEgDGXwb0f/bUpltJkYCg9l7Mbpd/vpCnZlpY8XEWxiI2bEslbRZGMYFhF8Ll9W/YsID2x6IGVQnwmv08ttK24jmohmtFOJG3EiiQjbqrbN6rk1GaUUbSNtXF9xPQ9teSjn2AmNRnPlWBIC4tzgObqCXVOCwmYinAhnvIDZxIbb4TZ3HVks9jax4ba7TffSDEj2na1qpdqXfSoKn9vHn97yp4xFx2Yt7FOcV8z2FduJJqIzGtCT6cS3VmzNKj1H3IjTOtzK1sqt/NFNf5Sx15dGo7m6LAkB8ULLC9nn+snS7upz+ZhITBCOZ1btLUlxXnHG6plIIoLf7c9YcIVj4TnlSmooauAT2z/BeGyc7lD3jMKvxFvCHSvvwG13MzwxPCV9RiQeYTQyytbKrVkV9xkKD3Fx9CJvb3w7H73pozoxn0azgFj0AsJQBke7j1LqLc2qndvhzipHkN1mx+f0ZV1Gs9Zfi6GMjHYeE/GJrPT2fWN9vHXNW+ekjmksaeTTOz9Nrb+WluGWGYVZoaeQnfU7WVeyjmA0SDASJG7EGZkYQaG4ve52Gopmr4QHMBYdo2WoBbfDzZ/f8ec8sOmBnAPqNBrN1eGaCwgRWSEivxaRZhF5VUQet84Xi8jzInLWes1IXzQwPkAsEctK3w3mk322dQbynHkkjERGgiWZZqKqoIqAJzDrziNuxLGLPWN1USwRQ0S4pfaWjK6ficqCSp64/Qke2fIIwUiQ1qFWBsYHiBvxKdcmM8zeVH0THoeH3rFe/G4/TdVNM+5kkqnDe0I9tA63klAJHtn6CH9511+ypnjNnOeg0WiuPPMRSR0H/odS6rCI+IBDIvI88PvAC0qpz4nIJ4FPYpYhnZHesd6svH6SZGvYBdPt1ePwMBodJeAOzPikHDfi5Dny8Dg9bK3Yym8u/AaPw5PWMK6UIhgJsrlic8ZP0R2jHdy/8f6c1UuXY7fZuXf1vdxRfwfHu4/zq5ZfcW7oHHEjfsn3qyzdXI2/hvdvej/rStbxWt9r7O/Yz4WRCymhO3nHlMx75Xf72VKxhTvr72RdybqsXWA1Gs215ZoLCKVUF9BlHQdFpBmoAd4F7LQu+zpmKdJZBUQ0EU0tWtngd/vJc+ZllW8omf01akQZi47NaEwej42zvnQ9AEV5RawrWcep/lMEPFMFy1h0jBJvScbqpe5QNysDK9m1eldG12eDy+6iqaaJppomEkaCvvE+BsODqR1OsjbGZENybWEtb1nzFuJGnN6xXnpCPUQTUQxl4LA5UuVU/W6/9k7SaBYR85qLSUTqgRuA/UCFJTxQSnWJSEYhuLkuOCJCY3EjR3uyyzfksDnYWrmVFy+8yHhsPG2mUUMZKBQrClekzq0rXcdoZJTOUOclu4/x2Dh2m51tVdsycrvtDnXjdXr5kzf9yVXX2dttdioLKjPOp+SwOaj2VefkVaXRaBYe82akFpEC4AfAnyqlMrb8isiHReSgiBzs6+szcwnlEq6MaUDOc+Rl7GUUN+J4HB4KXAXcXnc7gjAaGZ1igA5GgqwKrLpEeNjERlN1E3X+OoYmhlJePzaxcXvd7TOmGU/eu3W4leK8Yp7c8WTWRnmNRqPJlnkRECLixBQO31RK/dA63SMiVdbnVUDaavdKqa8opZqUUk1lZWVUFVRl7CV0OU67k21V2wjHwhkZrBMqkdL5+91+dtbvpCy/jOGJ4VQQ2UR8ArfDzYayDVPa2212bqy6kU1lmxgMD+KwObip+qZUCdJ0xBIx2kfb6Rjt4B1r38Gn7vyUFg4ajeaacM1VTGLqVr4KNCulPj/po58AjwKfs153Z9Kfz+2jKK+IifhETpk/y/LLWFf6hn1gJjXP5HrSYHo13VJzC+2j7TT3N9M31kfciHN73e2XGGANZaQC0mJGjBWFK/jDG/+QuBHnmXPP0DbSBgpsNht2saNQqYp3dpudu+rvYmf9Tl16U6PRXFPmwwaxHfgAcEJEjlrnnsQUDN8VkceANuC9mXa4o24HPzvzs0t0/tlwXel1GMrgzMAZfC5fWt1+NBHF4/Dgd/svOS8irChcgdvupne8l6aqJsZiY7SPtl9yXY2vhhuqbuDmmptZU7wmJYjuabiH7lA3ncFO2kfbGY+N47Q7qSqootpXTY2/RgePaTSaeWE+vJheYvq0d/fk0uf2uu385PRPMJSRU5lMEWFj2Ub8bj/Huo8RjpsRypP7Go+Ns7l885T+J+ITdIe6WeFfwRM7nkgJqVgiZmaABdx297QG5WQ1txp/DTfV3JT12DUajeZqsSQqypXnl3Nzzc0cNWiwywAACMhJREFU7jqcsxpGRKgrrKPUW0pzXzPto+0oFC67Cxs2HDYHtf5alFKE42GCkSDheJh8Zz7v2/g+3tzw5kuEgNPu1JHBGo1mUbMkBATAg5sf5HjPccaiY7N6BM2E1+llW/U2NpZvpDPYaUb+jrSypngN3WPdoEyBtK16m2lwLt+kk8tpNJolyZIREAFPgA/e8EG+fODLrLCvmPPTu8fhYVVgFQ6bg/sa7+ND2z6EQuG06Z2BRqNZHiz6ZH2Taapu4oGND9A20kY0EZ1TX0opLo5eZHXRaj607UPkOfPwOr1aOGg0mmWD5BI/sFAQkT7gwhy6KAX6r9BwFht67suX5Tx/PXeTlUqpstkaLGoBMVdE5KBSqmm+xzEf6Lkvz7nD8p6/nnt2c19SKiaNRqPRXDm0gNBoNBpNWpa7gPjKfA9gHtFzX74s5/nruWfBsrZBaDQajWZ6lvsOQqPRaDTTsCwFhIi8VUROi8g5q7zpkkZE/lVEekXk5KRzOdUAX2xc6RroiwkR8YjIARE5Zs39L6zzq0RkvzX374jIkk0FICJ2ETkiIj+z3i+nubeKyAkROSoiB61zWf3ul52AEBE78P+AtwEbgAdFZGrxhqXF14C3Xnbuk5g1wBuBF6z3S5FkDfTrgFuAj1r/3sth/hHgbqXUVuB64K0icgvw18DfW3MfAh6bxzFebR4Hmie9X05zB7hLKXX9JPfWrH73y05AADcD55RS55VSUeDbmPWwlyxKqReBwctOvwuz9jfW67uv6aCuEUqpLqXUYes4iLlYJGugL+n5K5OQ9dZp/SngbuD71vklOXcAEakF7gOett4Ly2TuM5DV7345Coga4OKk9+3WueXGJTXAgYxqgC9mZqqBzhKdv6ViOYpZofF54HVgWCkVty5Zyr//LwCfAJLlIktYPnMH82HgFyJySEQ+bJ3L6ne/ZJL1ZUG6WhTalWuJc3kNdPNhcumjlEoA14tIAPgRcF26y67tqK4+IvIOoFcpdUhEdiZPp7l0yc19EtuVUp0iUg48LyKnsu1gOe4g2oHJpedqgc55Gst8klEN8KXAXGqgLxWUUsPAHkw7TEBEkg+HS/X3vx34HRFpxVQj3425o1gOcwdAKdVpvfZiPhzcTJa/++UoIF4BGi1vBhfwfsx62MuNZA1wyKIG+GIjgxrosETnLyJl1s4BEckD7sW0wfwauN+6bEnOXSn1hFKqVilVj/l//FdKqYdYBnMHEJF8EfElj4G3ACfJ8ne/LAPlROTtmE8TduBflVKfnechXVVE5D+AnZjZHHuATwE/Br4L1GHVAFdKXW7IXvSIyO3AfwEneEMX/SSmHWJJz19EtmAaIu2YD4PfVUr9pYg0YD5VFwNHgIeVUpH5G+nVxVIxfVwp9Y7lMndrnj+y3jqAbymlPisiJWTxu1+WAkKj0Wg0s7McVUwajUajyQAtIDQajUaTFi0gNBqNRpMWLSA0Go1GkxYtIDQajUaTFi0gNAsKEQnNflXWfdaLyO9N85lNRL4kIietzJeviMgq67OfJ+MIcrjn9y1XQ0TkycvGcnL6lvNP8t/AiqN4dr7Ho5k/tIDQLAfqgbQCAngAqAa2KKU2A+8BhgGUUm+3IpCzQkQ2Anal1Hnr1JMzXb9QUUr1AV0isn2+x6KZH7SA0CxIRGSniOyxnsRPicg3rajoZJ77v7ZqHRwQkTXW+a+JyP2T+kjuRj4H7LDy4v/3y25VBXQppQwApVS7Umpo0n1KReQjVtujItIiIr+2Pn+LiLwsIodF5HtWvieAh7AiVEXkc0Ce1fab1ud2EXlKzBoNv7CinBGR60Vkn4gcF5EfJXP1W99Dk3VcaqWPQEQ2WvM/arVptM7/2ErQ9uqkJG2ISEhEPitmfYh9IlJhnV9lzeMVEfnMZd/Pj635aJYjSin9p/8WzB8Qsl53AiOY+XJswMvA7dZnrcD/tI4fAX5mHX8NuH+avn42zf1qrf6OAv8XuGHSZ61A6aT3Tsyo7HdiRqW/CORbn/0Z8L+t498Amy8fh3Vcj1mj4nrr/Xcxo3kBjgN3Wsd/CXzBOt4DNFnHpUCrdfxl4CHr2AXkWcfF1mseZnqFEuu9At5pHf8N8L+s458Aj1jHH71svDXAifn+Xei/+fnTOwjNQuaAMp/oDcwFvH7SZ/8x6fXWXG+glGoH1gFPYKbieEFE7pnm8i9i5vT5KWbSuw3AXiud9qPASuu6KqBvhtu2KKWOWseHgHoRKQQCSqnfWOe/Dtwxy/BfBp4UkT8DViqlwtb5/yYix4B9mIkpG63zUeBnk+9rHW/nje/z3y+7Ry+mCk6zDFmO6b41i4fJOXISXPp7VWmO41hqU0sdlVE5SWXm4nkGeEZEejCLqLww+RoR+X1MAfCx5CngeaXUg2m6DAOeGW55+bzyZhlial6T+1VKfUtE9mMWxXlORP4QU8jdC9yqlBoXkT2T2sSUUsnvaqbvczIeaz6aZYjeQWgWKw9Men3ZOm4FtlnH78JUCQEEAV+6TkTkRhGpto5twBbgwmXXbAM+jqkKSib82wdsn2T/8IrIWuuzZmDNpC5iYqYcnxal1AgwJCI7rFMfwFRVXT6vyTaWBuC8UupLmGqiLUAhMGQJh/WYO53Z2IuZ8RSm2hvWYqqpNMsQLSA0ixW39fT8OJA0PD8F3CkiB4A3AWPW+eNA3DLOXm6kLgd+armeHsd8Wv+Hy675GGb2z19bBuGnlenh8/vAf4jIcUyBsd66/j8x7R5JvgIcn2Skno5Hgb+1+rse0w4B8HfAH4nIbzFtEEkeAE5aKq71wDeAZwGH1cdnrHHNxuOYtbpfwRQwk7nLmo9mGaKzuWoWHZYXT5NSqn++x5IOyyvp15gVvRLzPZ65ICIvAu9SlmeXZnmhdxAazRXGMhZ/ikVe71hEyoDPa+GwfNE7CI1Go9GkRe8gNBqNRpMWLSA0Go1GkxYtIDQajUaTFi0gNBqNRpMWLSA0Go1GkxYtIDQajUaTlv8P/ispcWp+McwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# Fixing random state for reproducibility\n",
    "np.random.seed(19680801)\n",
    "\n",
    "\n",
    "x = np.arange(0.0, 50.0, 2.0)\n",
    "y = x ** 1.3 + np.random.rand(*x.shape) * 30.0\n",
    "s = np.random.rand(*x.shape) * 800 + 500\n",
    "\n",
    "plt.scatter(x, y, s, c=\"g\", alpha=0.5,label=\"Each Test\")\n",
    "plt.xlabel(\"Input Size(thousand)\")\n",
    "plt.ylabel(\"Runing Time(ms)\")\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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